Real ChatGPT answer · index seedI7mZkJE3rHIcompleteMarketing and advertising · AI search and generative engine optimizationcommercial
Are there any open source tools or python scripts to monitor our brand visibility inside Perplexity Pro and ChatGPT Plus search indexes
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are there any open source tools or python scripts to monitor our brand visibility inside Perplexity Pro and ChatGPT Plus search indexes
3 real searches · 1 real-search pass
open source LLM brand visibility monitoring GitHub ChatGPT Perplexity tracking tool 2026Google ↗
OBSERVEDComparison
GitHub open source AI search visibility monitoring LLM citations brand mentions PythonGoogle ↗
OBSERVEDOther / navigational
open source GEO generative engine optimization monitoring tool GitHub Perplexity ChatGPTGoogle ↗
OBSERVEDOther / navigational
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
open source LLM brand visibility monitoring GitHub ChatGPT Perplexity tracking tool 2026 Google ↗
GitHub open source AI search visibility monitoring LLM citations brand mentions Python Google ↗
open source GEO generative engine optimization monitoring tool GitHub Perplexity ChatGPT Google ↗
- anyin-ai/aperture · github.com
- Pupok462/open-geo · github.com
- Open-Source-SEO-Tools/ai-visibility-tracker · github.com
- wordstotech-design/ai-visibility-tracker · github.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
open source LLM brand visibility monitoring GitHub ChatGPT Perplexity tracking tool 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
GitHub open source AI search visibility monitoring LLM citations brand mentions Python OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
open source GEO generative engine optimization monitoring tool GitHub Perplexity ChatGPT OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |